{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "01ecc03a-1e6d-44b6-bf22-b967d376a4e5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-14T01:19:40.349666Z",
     "iopub.status.busy": "2022-06-14T01:19:40.349338Z",
     "iopub.status.idle": "2022-06-14T01:19:40.353554Z",
     "shell.execute_reply": "2022-06-14T01:19:40.352821Z",
     "shell.execute_reply.started": "2022-06-14T01:19:40.349643Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from matplotlib import font_manager"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b0d9daa-dc5f-496d-af3f-47c69b8f2c7f",
   "metadata": {},
   "source": [
    "```python\n",
    "plt.bar(data, height, width, bottom, align, color)\n",
    "```\n",
    "\n",
    "* xdata: 对应x轴上的坐标，可以为列表/列表/字符串\n",
    "* height(ydata): 对应y轴上的坐标，可以为列表/列表/字符串\n",
    "* data是DataFrame/Dict对象，如果传递了data对象，则xdata和ydata可以为data中的列名/key\n",
    "* width: 柱面的宽度\n",
    "* bottom: y轴的基面开始数，默认从y=0开始\n",
    "* align: 柱体的排列方式\n",
    "* color: 柱面填充颜色"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f578eb66-0ec5-4f24-ad09-799cce6dd9fd",
   "metadata": {},
   "source": [
    "## 方式一"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bfac8e79-3494-4675-aea9-60a34695ac94",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-14T01:24:32.491278Z",
     "iopub.status.busy": "2022-06-14T01:24:32.490916Z",
     "iopub.status.idle": "2022-06-14T01:24:32.496564Z",
     "shell.execute_reply": "2022-06-14T01:24:32.495627Z",
     "shell.execute_reply.started": "2022-06-14T01:24:32.491254Z"
    }
   },
   "outputs": [],
   "source": [
    "# 创建实验数据\n",
    "movies = {\n",
    "    \"长津湖之水门桥\":40.62,\n",
    "    \"这个杀手不太冷静\":26.23,\n",
    "    \"奇迹.笨小孩\":13.77,\n",
    "    \"穿过寒冬拥抱你\":6.65,\n",
    "    \"狙击手\":6.01,\n",
    "    \"四海\":5.42,\n",
    "    \"误杀2\":2.82\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "796cb7aa-cfbe-47fe-a715-b68ecf12baa3",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-14T01:27:28.116226Z",
     "iopub.status.busy": "2022-06-14T01:27:28.115899Z",
     "iopub.status.idle": "2022-06-14T01:27:28.120054Z",
     "shell.execute_reply": "2022-06-14T01:27:28.119260Z",
     "shell.execute_reply.started": "2022-06-14T01:27:28.116200Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 创建字体管理对象，指向具体的字体文件\n",
    "font = font_manager.FontProperties(\n",
    "    fname=\"/System/Library/Fonts/STHeiti Light.ttc\", size=14, weight=4\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "16ccb926-7f86-4a27-8495-52db90c3fe26",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-14T01:47:19.994612Z",
     "iopub.status.busy": "2022-06-14T01:47:19.994281Z",
     "iopub.status.idle": "2022-06-14T01:47:20.137819Z",
     "shell.execute_reply": "2022-06-14T01:47:20.137097Z",
     "shell.execute_reply.started": "2022-06-14T01:47:19.994569Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取xdata \n",
    "xData = list(movies.keys())\n",
    "# 提取ydata \n",
    "yData = list(movies.values())\n",
    "# 设置画板\n",
    "plt.figure(figsize=(15,5), dpi=120)\n",
    "# 设置绘图数据\n",
    "plt.bar(xData,yData, width=0.4, color=\"r\")\n",
    "# 设置x轴刻度\n",
    "plt.xticks(font_properties=font)\n",
    "# 设置y轴刻度\n",
    "plt.yticks(np.arange(0,45,5), [\"%d亿\"%x for x in np.arange(0,45,5)], font_properties=font)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "982fd1bf-eb0a-458c-876e-66f24ae2b5ba",
   "metadata": {},
   "source": [
    "## 方式二"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c6a1d2d7-8b8f-4c82-874d-5a0914d500d8",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-14T01:43:15.169978Z",
     "iopub.status.busy": "2022-06-14T01:43:15.169520Z",
     "iopub.status.idle": "2022-06-14T01:43:15.180683Z",
     "shell.execute_reply": "2022-06-14T01:43:15.179575Z",
     "shell.execute_reply.started": "2022-06-14T01:43:15.169952Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影</th>\n",
       "      <th>票房</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>长津湖之水门桥</td>\n",
       "      <td>40.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>这个杀手不太冷静</td>\n",
       "      <td>26.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>奇迹.笨小孩</td>\n",
       "      <td>13.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>穿过寒冬拥抱你</td>\n",
       "      <td>6.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>狙击手</td>\n",
       "      <td>6.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>四海</td>\n",
       "      <td>5.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>误杀2</td>\n",
       "      <td>2.82</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         电影     票房\n",
       "0   长津湖之水门桥  40.62\n",
       "1  这个杀手不太冷静  26.23\n",
       "2    奇迹.笨小孩  13.77\n",
       "3   穿过寒冬拥抱你   6.65\n",
       "4       狙击手   6.01\n",
       "5        四海   5.42\n",
       "6       误杀2   2.82"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建实验数据\n",
    "data = pd.DataFrame(\n",
    "    {\n",
    "        \"电影\":movies.keys(),\n",
    "        \"票房\":movies.values()\n",
    "    }\n",
    ")\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "f521993b-e25f-48d5-82bb-2b5a83c719a7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-06-14T01:47:35.381008Z",
     "iopub.status.busy": "2022-06-14T01:47:35.380662Z",
     "iopub.status.idle": "2022-06-14T01:47:35.527158Z",
     "shell.execute_reply": "2022-06-14T01:47:35.526405Z",
     "shell.execute_reply.started": "2022-06-14T01:47:35.380982Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置画板\n",
    "plt.figure(figsize=(15,5), dpi=120)\n",
    "# 设置绘图数据\n",
    "plt.bar(\"电影\",\"票房\",data=data, width=0.4, color=\"b\")\n",
    "# 设置x轴刻度\n",
    "plt.xticks(font_properties=font)\n",
    "# 设置y轴刻度\n",
    "plt.yticks(np.arange(0,45,5), [\"%d亿\"%x for x in np.arange(0,45,5)], font_properties=font)\n",
    "# 绘图\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
